Overview

Dataset info

Number of variables42
Number of observations183978
Missing cells47301 (0.6%)
Duplicate rows0 (0.0%)
Total size in memory59.0 MiB
Average record size in memory336.0 B

Variables types

Numeric31
Categorical4
Boolean0
Date0
URL0
Text (Unique)0
Rejected7
Unsupported0

Warnings

agility has 2713 (1.5%) missing values Missing
attacking_work_rate has 3230 (1.8%) missing values Missing
balance has 2713 (1.5%) missing values Missing
curve has 2713 (1.5%) missing values Missing
date only contains datetime values, but is categorical. Consider applying pd.to_datetime()Type
date has a high cardinality: 197 distinct values Warning
dribbling is highly correlated with ball_control (ρ = 0.9007676657) Rejected
gk_handling is highly correlated with gk_diving (ρ = 0.9251602656) Rejected
gk_positioning is highly correlated with gk_handling (ρ = 0.966300514) Rejected
gk_reflexes is highly correlated with gk_positioning (ρ = 0.9667111236) Rejected
jumping has 2713 (1.5%) missing values Missing
sliding_tackle is highly correlated with marking (ρ = 0.9375341228) Rejected
sprint_speed is highly correlated with acceleration (ρ = 0.9044869031) Rejected
standing_tackle is highly correlated with sliding_tackle (ρ = 0.953103677) Rejected
vision has 2713 (1.5%) missing values Missing
volleys has 2713 (1.5%) missing values Missing

Variables

acceleration
Numeric

Distinct count87
Unique (%)< 0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean67.65935722
Minimum10
Maximum97
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum10
5-th percentile43
Q161
Median69
Q377
95-th percentile86
Maximum97
Range87
Interquartile range16

Descriptive statistics

Standard deviation12.98332574
Coef of variation0.1918925375
Kurtosis0.6206500902
Mean67.65935722
MAD10.00692988
Skewness-0.742189105
Sum12391270
Variance168.5667473
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
68 8392 4.6%
 
69 7629 4.1%
 
74 7161 3.9%
 
67 6801 3.7%
 
76 6594 3.6%
 
75 6416 3.5%
 
78 6253 3.4%
 
77 6151 3.3%
 
66 6117 3.3%
 
72 6028 3.3%
 
Other values (76) 115600 62.8%
 

Minimum 5 values

ValueCountFrequency (%) 
10 1 < 0.1%
 
13 6 < 0.1%
 
14 13 < 0.1%
 
15 7 < 0.1%
 
16 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
97 47 < 0.1%
 
96 58 < 0.1%
 
95 109 0.1%
 
94 268 0.1%
 
93 525 0.3%
 

aggression
Numeric

Distinct count92
Unique (%)0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean60.94804578
Minimum6
Maximum97
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum6
5-th percentile30
Q151
Median64
Q373
95-th percentile83
Maximum97
Range91
Interquartile range22

Descriptive statistics

Standard deviation16.08952101
Coef of variation0.2639874799
Kurtosis-0.2247344567
Mean60.94804578
MAD13.0391748
Skewness-0.6290918635
Sum11162147
Variance258.8726864
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
68 5776 3.1%
 
74 5501 3.0%
 
72 5283 2.9%
 
75 5158 2.8%
 
70 5144 2.8%
 
71 5010 2.7%
 
73 4951 2.7%
 
67 4926 2.7%
 
69 4790 2.6%
 
66 4770 2.6%
 
Other values (81) 131833 71.7%
 

Minimum 5 values

ValueCountFrequency (%) 
6 1 < 0.1%
 
8 7 < 0.1%
 
9 1 < 0.1%
 
10 8 < 0.1%
 
11 60 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
97 5 < 0.1%
 
96 16 < 0.1%
 
95 6 < 0.1%
 
94 58 < 0.1%
 
93 75 < 0.1%
 

agility
Numeric

Distinct count82
Unique (%)< 0.1%
Missing (%)1.5%
Missing (n)2713
Infinite (%)0.0%
Infinite (n)0
Mean65.97090999
Minimum11
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum11
5-th percentile41
Q158
Median68
Q375
95-th percentile85
Maximum96
Range85
Interquartile range17

Descriptive statistics

Standard deviation12.9545851
Coef of variation0.1963681432
Kurtosis0.2233732336
Mean65.97090999
MAD10.22619246
Skewness-0.5927497167
Sum11958217
Variance167.8212751
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
72 6860 3.7%
 
74 6417 3.5%
 
73 6263 3.4%
 
68 6130 3.3%
 
70 6120 3.3%
 
75 5885 3.2%
 
65 5863 3.2%
 
71 5825 3.2%
 
76 5592 3.0%
 
64 5585 3.0%
 
Other values (71) 120725 65.6%
 

Minimum 5 values

ValueCountFrequency (%) 
11 1 < 0.1%
 
15 2 < 0.1%
 
16 7 < 0.1%
 
19 10 < 0.1%
 
20 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 12 < 0.1%
 
95 74 < 0.1%
 
94 155 0.1%
 
93 371 0.2%
 
92 658 0.4%
 

attacking_work_rate
Categorical

Distinct count9
Unique (%)< 0.1%
Missing (%)1.8%
Missing (n)3230
medium
125070
high
42823
low
 
8569
Other values (5)
 
4286
ValueCountFrequency (%) 
medium 125070 68.0%
 
high 42823 23.3%
 
low 8569 4.7%
 
None 3639 2.0%
 
norm 348 0.2%
 
y 106 0.1%
 
le 104 0.1%
 
stoc 89 < 0.1%
 
(Missing) 3230 1.8%
 
Max length6
Mean length5.310183826
Min length1
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

balance
Numeric

Distinct count82
Unique (%)< 0.1%
Missing (%)1.5%
Missing (n)2713
Infinite (%)0.0%
Infinite (n)0
Mean65.18949604
Minimum12
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum12
5-th percentile40
Q158
Median67
Q374
95-th percentile84
Maximum96
Range84
Interquartile range16

Descriptive statistics

Standard deviation13.06318754
Coef of variation0.2003879203
Kurtosis0.2104626723
Mean65.18949604
MAD10.30591896
Skewness-0.5807315803
Sum11816574
Variance170.6468687
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
70 7116 3.9%
 
72 6999 3.8%
 
71 6363 3.5%
 
74 6160 3.3%
 
68 6044 3.3%
 
73 5905 3.2%
 
65 5770 3.1%
 
75 5678 3.1%
 
62 5656 3.1%
 
60 5357 2.9%
 
Other values (71) 120217 65.3%
 

Minimum 5 values

ValueCountFrequency (%) 
12 4 < 0.1%
 
15 8 < 0.1%
 
17 9 < 0.1%
 
18 3 < 0.1%
 
20 51 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 18 < 0.1%
 
95 108 0.1%
 
94 137 0.1%
 
93 378 0.2%
 
92 674 0.4%
 

ball_control
Numeric

Distinct count94
Unique (%)0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean63.38887858
Minimum5
Maximum97
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum5
5-th percentile25
Q158
Median67
Q373
95-th percentile82
Maximum97
Range92
Interquartile range15

Descriptive statistics

Standard deviation15.19667056
Coef of variation0.2397371732
Kurtosis1.68492257
Mean63.38887858
MAD11.02878385
Skewness-1.344868549
Sum11609166
Variance230.9387962
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
68 7464 4.1%
 
74 7113 3.9%
 
73 7080 3.8%
 
66 7001 3.8%
 
72 6903 3.8%
 
67 6852 3.7%
 
70 6774 3.7%
 
64 6754 3.7%
 
65 6523 3.5%
 
71 6477 3.5%
 
Other values (83) 114201 62.1%
 

Minimum 5 values

ValueCountFrequency (%) 
5 1 < 0.1%
 
6 3 < 0.1%
 
7 3 < 0.1%
 
8 2 < 0.1%
 
9 8 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
97 4 < 0.1%
 
96 29 < 0.1%
 
95 34 < 0.1%
 
94 58 < 0.1%
 
93 52 < 0.1%
 

crossing
Numeric

Distinct count96
Unique (%)0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean55.0868834
Minimum1
Maximum95
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile22
Q145
Median59
Q368
95-th percentile78
Maximum95
Range94
Interquartile range23

Descriptive statistics

Standard deviation17.24213473
Coef of variation0.3129989149
Kurtosis-0.08128253491
Mean55.0868834
MAD13.88008174
Skewness-0.7381359308
Sum10088722
Variance297.2912101
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
68 5812 3.2%
 
62 5669 3.1%
 
67 5592 3.0%
 
60 5502 3.0%
 
64 5432 3.0%
 
25 5410 2.9%
 
63 5266 2.9%
 
65 5153 2.8%
 
66 5002 2.7%
 
61 4900 2.7%
 
Other values (85) 129404 70.3%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1 < 0.1%
 
2 3 < 0.1%
 
3 6 < 0.1%
 
4 6 < 0.1%
 
5 34 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
95 7 < 0.1%
 
94 4 < 0.1%
 
93 9 < 0.1%
 
92 19 < 0.1%
 
91 30 < 0.1%
 

curve
Numeric

Distinct count93
Unique (%)0.1%
Missing (%)1.5%
Missing (n)2713
Infinite (%)0.0%
Infinite (n)0
Mean52.96567456
Minimum2
Maximum94
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2
5-th percentile19
Q141
Median56
Q367
95-th percentile79
Maximum94
Range92
Interquartile range26

Descriptive statistics

Standard deviation18.25578848
Coef of variation0.344672066
Kurtosis-0.4868261583
Mean52.96567456
MAD15.02307403
Skewness-0.4644536348
Sum9600823
Variance333.2738129
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
25 5598 3.0%
 
68 4567 2.5%
 
60 4428 2.4%
 
63 4427 2.4%
 
66 4361 2.4%
 
64 4287 2.3%
 
58 4258 2.3%
 
59 3991 2.2%
 
67 3902 2.1%
 
56 3863 2.1%
 
Other values (82) 137583 74.8%
 

Minimum 5 values

ValueCountFrequency (%) 
2 2 < 0.1%
 
4 21 < 0.1%
 
5 83 < 0.1%
 
6 88 < 0.1%
 
7 138 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
94 17 < 0.1%
 
93 3 < 0.1%
 
92 27 < 0.1%
 
91 54 < 0.1%
 
90 139 0.1%
 

date
Categorical

Distinct count197
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
2007-02-22 00:00:00
 
11794
2013-09-20 00:00:00
 
6543
2011-08-30 00:00:00
 
6525
Other values (194)
159116
ValueCountFrequency (%) 
2007-02-22 00:00:00 11794 6.4%
 
2013-09-20 00:00:00 6543 3.6%
 
2011-08-30 00:00:00 6525 3.5%
 
2015-09-21 00:00:00 6522 3.5%
 
2012-08-31 00:00:00 6495 3.5%
 
2014-09-18 00:00:00 6434 3.5%
 
2013-02-15 00:00:00 6377 3.5%
 
2010-08-30 00:00:00 6369 3.5%
 
2012-02-22 00:00:00 6137 3.3%
 
2009-08-30 00:00:00 5693 3.1%
 
Other values (187) 115089 62.6%
 
Max length19
Mean length19
Min length19
Contains charsFalse
Contains digitsTrue
Contains spacesTrue
Contains non-wordsTrue

defensive_work_rate
Categorical

Distinct count20
Unique (%)< 0.1%
Missing (%)0.5%
Missing (n)836
medium
130846
high
27041
low
 
18432
Other values (16)
 
6823
ValueCountFrequency (%) 
medium 130846 71.1%
 
high 27041 14.7%
 
low 18432 10.0%
 
_0 2394 1.3%
 
o 1550 0.8%
 
1 441 0.2%
 
ormal 348 0.2%
 
2 342 0.2%
 
3 258 0.1%
 
5 234 0.1%
 
Other values (9) 1256 0.7%
 
(Missing) 836 0.5%
 
Max length6
Mean length5.235185729
Min length1
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

dribbling
Highly correlated

This variable is highly correlated with ball_control and should be ignored for analysis

Correlation0.9007676657

finishing
Numeric

Distinct count98
Unique (%)0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean49.92107763
Minimum1
Maximum97
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile18
Q134
Median53
Q365
95-th percentile77
Maximum97
Range96
Interquartile range31

Descriptive statistics

Standard deviation19.03870499
Coef of variation0.3813760819
Kurtosis-0.9141318317
Mean49.92107763
MAD16.27460061
Skewness-0.2873082983
Sum9142646
Variance362.4722878
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
25 7855 4.3%
 
64 4659 2.5%
 
66 4510 2.5%
 
65 4428 2.4%
 
62 4361 2.4%
 
60 4243 2.3%
 
68 4153 2.3%
 
63 4096 2.2%
 
67 4014 2.2%
 
58 3781 2.1%
 
Other values (87) 137042 74.5%
 

Minimum 5 values

ValueCountFrequency (%) 
1 5 < 0.1%
 
2 16 < 0.1%
 
3 30 < 0.1%
 
4 15 < 0.1%
 
5 64 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
97 7 < 0.1%
 
96 1 < 0.1%
 
95 19 < 0.1%
 
94 23 < 0.1%
 
93 39 < 0.1%
 

free_kick_accuracy
Numeric

Distinct count98
Unique (%)0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean49.3809503
Minimum1
Maximum97
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile18
Q136
Median50
Q363
95-th percentile76
Maximum97
Range96
Interquartile range27

Descriptive statistics

Standard deviation17.83174641
Coef of variation0.3611057766
Kurtosis-0.6568888612
Mean49.3809503
MAD14.80345156
Skewness-0.2125979597
Sum9043726
Variance317.9711799
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
25 6270 3.4%
 
60 4194 2.3%
 
58 3885 2.1%
 
54 3821 2.1%
 
42 3729 2.0%
 
52 3709 2.0%
 
41 3690 2.0%
 
46 3657 2.0%
 
56 3648 2.0%
 
48 3618 2.0%
 
Other values (87) 142921 77.7%
 

Minimum 5 values

ValueCountFrequency (%) 
1 3 < 0.1%
 
2 2 < 0.1%
 
3 5 < 0.1%
 
4 9 < 0.1%
 
5 52 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
97 1 < 0.1%
 
96 3 < 0.1%
 
95 6 < 0.1%
 
94 12 < 0.1%
 
93 32 < 0.1%
 

gk_diving
Numeric

Distinct count94
Unique (%)0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean14.70439331
Minimum1
Maximum94
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile5
Q17
Median10
Q313
95-th percentile67
Maximum94
Range93
Interquartile range6

Descriptive statistics

Standard deviation16.86546733
Coef of variation1.146967914
Kurtosis7.446820671
Mean14.70439331
MAD9.079156524
Skewness2.958864689
Sum2692992
Variance284.4439882
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
8 16887 9.2%
 
9 15874 8.6%
 
7 15566 8.5%
 
6 15495 8.4%
 
11 15287 8.3%
 
10 14896 8.1%
 
12 14771 8.0%
 
13 14495 7.9%
 
14 14494 7.9%
 
5 11490 6.2%
 
Other values (83) 33887 18.4%
 

Minimum 5 values

ValueCountFrequency (%) 
1 964 0.5%
 
2 1075 0.6%
 
3 1301 0.7%
 
4 1649 0.9%
 
5 11490 6.2%
 

Maximum 5 values

ValueCountFrequency (%) 
94 4 < 0.1%
 
93 5 < 0.1%
 
92 2 < 0.1%
 
91 22 < 0.1%
 
90 25 < 0.1%
 

gk_handling
Highly correlated

This variable is highly correlated with gk_diving and should be ignored for analysis

Correlation0.9251602656

gk_kicking
Numeric

Distinct count98
Unique (%)0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean20.99836193
Minimum1
Maximum97
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile5
Q18
Median12
Q315
95-th percentile69
Maximum97
Range96
Interquartile range7

Descriptive statistics

Standard deviation21.4529801
Coef of variation1.021650173
Kurtosis0.6975753409
Mean20.99836193
MAD16.96941527
Skewness1.516016937
Sum3845682
Variance460.2303553
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
7 13820 7.5%
 
12 13495 7.3%
 
10 13395 7.3%
 
9 13297 7.2%
 
8 13252 7.2%
 
11 13137 7.1%
 
13 13029 7.1%
 
6 12392 6.7%
 
14 12339 6.7%
 
15 11677 6.3%
 
Other values (87) 53309 29.0%
 

Minimum 5 values

ValueCountFrequency (%) 
1 93 0.1%
 
2 222 0.1%
 
3 320 0.2%
 
4 746 0.4%
 
5 9152 5.0%
 

Maximum 5 values

ValueCountFrequency (%) 
97 2 < 0.1%
 
96 1 < 0.1%
 
95 8 < 0.1%
 
94 10 < 0.1%
 
93 11 < 0.1%
 

gk_positioning
Highly correlated

This variable is highly correlated with gk_handling and should be ignored for analysis

Correlation0.966300514

gk_reflexes
Highly correlated

This variable is highly correlated with gk_positioning and should be ignored for analysis

Correlation0.9667111236

heading_accuracy
Numeric

Distinct count97
Unique (%)0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean57.26602309
Minimum1
Maximum98
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile23
Q149
Median60
Q368
95-th percentile79
Maximum98
Range97
Interquartile range19

Descriptive statistics

Standard deviation16.48890531
Coef of variation0.2879352262
Kurtosis0.6628800429
Mean57.26602309
MAD12.64138232
Skewness-0.8934557163
Sum10487814
Variance271.8839984
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
68 6140 3.3%
 
60 5812 3.2%
 
64 5725 3.1%
 
58 5570 3.0%
 
62 5517 3.0%
 
65 5339 2.9%
 
67 5333 2.9%
 
59 5240 2.8%
 
66 4963 2.7%
 
63 4883 2.7%
 
Other values (86) 128620 69.9%
 

Minimum 5 values

ValueCountFrequency (%) 
1 3 < 0.1%
 
2 4 < 0.1%
 
3 5 < 0.1%
 
4 3 < 0.1%
 
5 11 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
98 1 < 0.1%
 
95 23 < 0.1%
 
94 41 < 0.1%
 
93 57 < 0.1%
 
92 95 0.1%
 

id
Numeric

Distinct count183978
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean91989.5
Minimum1
Maximum183978
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile9199.85
Q145995.25
Median91989.5
Q3137983.75
95-th percentile174779.15
Maximum183978
Range183977
Interquartile range91988.5

Descriptive statistics

Standard deviation53110.01825
Coef of variation0.5773487001
Kurtosis-1.2
Mean91989.5
MAD45994.5
Skewness0
Sum1.692404423e+10
Variance2820674038
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[1.00000e+00 1.83978e+05], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2047 1 < 0.1%
 
36155 1 < 0.1%
 
142703 1 < 0.1%
 
140654 1 < 0.1%
 
146797 1 < 0.1%
 
144748 1 < 0.1%
 
134507 1 < 0.1%
 
132458 1 < 0.1%
 
138601 1 < 0.1%
 
136552 1 < 0.1%
 
Other values (183968) 183968 > 99.9%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1 < 0.1%
 
2 1 < 0.1%
 
3 1 < 0.1%
 
4 1 < 0.1%
 
5 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
183978 1 < 0.1%
 
183977 1 < 0.1%
 
183976 1 < 0.1%
 
183975 1 < 0.1%
 
183974 1 < 0.1%
 

interceptions
Numeric

Distinct count97
Unique (%)0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean52.00927149
Minimum1
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile21
Q134
Median57
Q368
95-th percentile79
Maximum96
Range95
Interquartile range34

Descriptive statistics

Standard deviation19.4501328
Coef of variation0.3739743365
Kurtosis-1.161897226
Mean52.00927149
MAD17.00148746
Skewness-0.2960551104
Sum9525082
Variance378.307666
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
25 7758 4.2%
 
64 5041 2.7%
 
68 4966 2.7%
 
65 4673 2.5%
 
72 4463 2.4%
 
69 4366 2.4%
 
66 4357 2.4%
 
67 4290 2.3%
 
63 4155 2.3%
 
70 4091 2.2%
 
Other values (86) 134982 73.4%
 

Minimum 5 values

ValueCountFrequency (%) 
1 4 < 0.1%
 
2 1 < 0.1%
 
3 1 < 0.1%
 
4 3 < 0.1%
 
5 9 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 5 < 0.1%
 
95 2 < 0.1%
 
94 12 < 0.1%
 
93 27 < 0.1%
 
92 54 < 0.1%
 

jumping
Numeric

Distinct count80
Unique (%)< 0.1%
Missing (%)1.5%
Missing (n)2713
Infinite (%)0.0%
Infinite (n)0
Mean66.96904532
Minimum14
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum14
5-th percentile48
Q160
Median68
Q374
95-th percentile83
Maximum96
Range82
Interquartile range14

Descriptive statistics

Standard deviation11.0067343
Coef of variation0.1643555503
Kurtosis0.6238670716
Mean66.96904532
MAD8.606627273
Skewness-0.51182556
Sum12139144
Variance121.1481999
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
72 8625 4.7%
 
70 8305 4.5%
 
71 7603 4.1%
 
73 6917 3.8%
 
74 6804 3.7%
 
64 6528 3.5%
 
66 6345 3.4%
 
68 6345 3.4%
 
67 6332 3.4%
 
62 6320 3.4%
 
Other values (69) 111141 60.4%
 

Minimum 5 values

ValueCountFrequency (%) 
14 3 < 0.1%
 
19 5 < 0.1%
 
20 1 < 0.1%
 
21 16 < 0.1%
 
22 14 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 20 < 0.1%
 
95 36 < 0.1%
 
94 114 0.1%
 
93 262 0.1%
 
92 432 0.2%
 

long_passing
Numeric

Distinct count96
Unique (%)0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean57.0698802
Minimum3
Maximum97
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum3
5-th percentile29
Q149
Median59
Q367
95-th percentile77
Maximum97
Range94
Interquartile range18

Descriptive statistics

Standard deviation14.39446357
Coef of variation0.2522252284
Kurtosis0.1154319206
Mean57.0698802
MAD11.40124338
Skewness-0.6553935
Sum10451892
Variance207.2005814
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
64 6606 3.6%
 
65 5932 3.2%
 
62 5904 3.2%
 
58 5846 3.2%
 
60 5827 3.2%
 
66 5779 3.1%
 
68 5492 3.0%
 
61 5478 3.0%
 
67 5466 3.0%
 
63 5438 3.0%
 
Other values (85) 125374 68.1%
 

Minimum 5 values

ValueCountFrequency (%) 
3 1 < 0.1%
 
4 3 < 0.1%
 
5 5 < 0.1%
 
6 4 < 0.1%
 
7 8 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
97 2 < 0.1%
 
96 3 < 0.1%
 
95 25 < 0.1%
 
94 34 < 0.1%
 
93 27 < 0.1%
 

long_shots
Numeric

Distinct count97
Unique (%)0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean53.33943061
Minimum1
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile20
Q141
Median58
Q367
95-th percentile77
Maximum96
Range95
Interquartile range26

Descriptive statistics

Standard deviation18.36702492
Coef of variation0.3443423507
Kurtosis-0.5291796251
Mean53.33943061
MAD15.15073009
Skewness-0.5997020182
Sum9768690
Variance337.3476045
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
25 6651 3.6%
 
64 5322 2.9%
 
68 5081 2.8%
 
60 5076 2.8%
 
66 4946 2.7%
 
63 4914 2.7%
 
65 4790 2.6%
 
62 4784 2.6%
 
67 4762 2.6%
 
58 4595 2.5%
 
Other values (86) 132221 71.9%
 

Minimum 5 values

ValueCountFrequency (%) 
1 6 < 0.1%
 
2 5 < 0.1%
 
3 9 < 0.1%
 
4 9 < 0.1%
 
5 57 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 1 < 0.1%
 
95 7 < 0.1%
 
94 9 < 0.1%
 
93 27 < 0.1%
 
92 14 < 0.1%
 

marking
Numeric

Distinct count96
Unique (%)0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean46.7722423
Minimum1
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile14
Q125
Median50
Q366
95-th percentile76
Maximum96
Range95
Interquartile range41

Descriptive statistics

Standard deviation21.22766743
Coef of variation0.4538518229
Kurtosis-1.402703392
Mean46.7722423
MAD19.25507802
Skewness-0.09629011725
Sum8565962
Variance450.6138646
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
25 15072 8.2%
 
68 4747 2.6%
 
64 4487 2.4%
 
22 4429 2.4%
 
65 4422 2.4%
 
21 4365 2.4%
 
67 4133 2.2%
 
66 4121 2.2%
 
62 3929 2.1%
 
63 3902 2.1%
 
Other values (85) 129535 70.4%
 

Minimum 5 values

ValueCountFrequency (%) 
1 4 < 0.1%
 
2 13 < 0.1%
 
3 17 < 0.1%
 
4 22 < 0.1%
 
5 59 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 1 < 0.1%
 
94 4 < 0.1%
 
93 8 < 0.1%
 
92 6 < 0.1%
 
91 33 < 0.1%
 

overall_rating
Numeric

Distinct count62
Unique (%)< 0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean68.60001529
Minimum33
Maximum94
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum33
5-th percentile57
Q164
Median69
Q373
95-th percentile80
Maximum94
Range61
Interquartile range9

Descriptive statistics

Standard deviation7.041139482
Coef of variation0.1026404944
Kurtosis0.2694209695
Mean68.60001529
MAD5.576815486
Skewness-0.1993673271
Sum12563544
Variance49.5776452
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
68 10492 5.7%
 
69 10281 5.6%
 
67 10198 5.5%
 
66 10112 5.5%
 
70 10028 5.5%
 
72 9740 5.3%
 
71 9354 5.1%
 
65 9336 5.1%
 
73 9044 4.9%
 
64 9030 4.9%
 
Other values (51) 85527 46.5%
 

Minimum 5 values

ValueCountFrequency (%) 
33 2 < 0.1%
 
35 5 < 0.1%
 
36 3 < 0.1%
 
37 3 < 0.1%
 
38 8 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
94 12 < 0.1%
 
93 11 < 0.1%
 
92 16 < 0.1%
 
91 16 < 0.1%
 
90 68 < 0.1%
 

penalties
Numeric

Distinct count95
Unique (%)0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean55.00398598
Minimum2
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2
5-th percentile25
Q145
Median57
Q367
95-th percentile77
Maximum96
Range94
Interquartile range22

Descriptive statistics

Standard deviation15.54651863
Coef of variation0.2826434913
Kurtosis-0.1604619724
Mean55.00398598
MAD12.51713633
Skewness-0.4698135775
Sum10073540
Variance241.6942415
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
58 5150 2.8%
 
64 5052 2.7%
 
60 5049 2.7%
 
62 4809 2.6%
 
68 4725 2.6%
 
54 4700 2.6%
 
59 4653 2.5%
 
56 4640 2.5%
 
66 4535 2.5%
 
65 4504 2.4%
 
Other values (84) 135325 73.6%
 

Minimum 5 values

ValueCountFrequency (%) 
2 1 < 0.1%
 
3 3 < 0.1%
 
5 14 < 0.1%
 
6 13 < 0.1%
 
7 16 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 4 < 0.1%
 
95 19 < 0.1%
 
94 30 < 0.1%
 
93 34 < 0.1%
 
92 80 < 0.1%
 

player_api_id
Numeric

Distinct count11060
Unique (%)6.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean135900.6173
Minimum2625
Maximum750584
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2625
5-th percentile23352
Q134763
Median77741
Q3191080
95-th percentile448851
Maximum750584
Range747959
Interquartile range156317

Descriptive statistics

Standard deviation136927.8405
Coef of variation1.007558635
Kurtosis2.219202257
Mean135900.6173
MAD106332.2659
Skewness1.579692653
Sum2.500272377e+10
Variance1.874923351e+10
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 2625. 2760. 2780. 2793. 2803.5 ... 696439. 716320. 729271.5 743062.5 750584. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
210278 56 < 0.1%
 
41269 56 < 0.1%
 
42116 55 < 0.1%
 
26472 54 < 0.1%
 
179795 53 < 0.1%
 
41890 53 < 0.1%
 
25772 52 < 0.1%
 
30453 51 < 0.1%
 
47394 50 < 0.1%
 
163838 50 < 0.1%
 
Other values (11050) 183448 99.7%
 

Minimum 5 values

ValueCountFrequency (%) 
2625 14 < 0.1%
 
2752 21 < 0.1%
 
2768 21 < 0.1%
 
2770 15 < 0.1%
 
2790 5 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
750584 2 < 0.1%
 
750435 9 < 0.1%
 
748432 2 < 0.1%
 
746419 2 < 0.1%
 
744907 11 < 0.1%
 

player_fifa_api_id
Numeric

Distinct count11062
Unique (%)6.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean165671.5243
Minimum2
Maximum234141
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2
5-th percentile20799
Q1155798
Median183488
Q3199848
95-th percentile217526
Maximum234141
Range234139
Interquartile range44050

Descriptive statistics

Standard deviation53851.09477
Coef of variation0.3250473791
Kurtosis2.211197589
Mean165671.5243
MAD38490.19864
Skewness-1.708969781
Sum3.04799157e+10
Variance2899940408
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[2.000000e+00 4.000000e+00 5.950000e+01 1.610000e+02 1.745000e+02 ... 2.316440e+05 2.325555e+05 2.332050e+05 2.332300e+05 2.341410e+05], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
184431 96 0.1%
 
193061 56 < 0.1%
 
178393 56 < 0.1%
 
155887 54 < 0.1%
 
173210 53 < 0.1%
 
184267 53 < 0.1%
 
168650 52 < 0.1%
 
41635 51 < 0.1%
 
179605 50 < 0.1%
 
183284 50 < 0.1%
 
Other values (11052) 183407 99.7%
 

Minimum 5 values

ValueCountFrequency (%) 
2 30 < 0.1%
 
6 8 < 0.1%
 
11 17 < 0.1%
 
16 16 < 0.1%
 
27 30 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
234141 2 < 0.1%
 
233969 2 < 0.1%
 
233930 2 < 0.1%
 
233911 2 < 0.1%
 
233885 3 < 0.1%
 

positioning
Numeric

Distinct count96
Unique (%)0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean55.78650446
Minimum2
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2
5-th percentile20
Q145
Median60
Q369
95-th percentile80
Maximum96
Range94
Interquartile range24

Descriptive statistics

Standard deviation18.4482923
Coef of variation0.3306945377
Kurtosis-0.2625225233
Mean55.78650446
MAD14.94890133
Skewness-0.7332582801
Sum10216852
Variance340.3394888
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
25 6389 3.5%
 
68 5985 3.3%
 
64 5473 3.0%
 
66 5404 2.9%
 
67 5385 2.9%
 
65 5212 2.8%
 
70 4935 2.7%
 
62 4898 2.7%
 
72 4890 2.7%
 
69 4667 2.5%
 
Other values (85) 129904 70.6%
 

Minimum 5 values

ValueCountFrequency (%) 
2 9 < 0.1%
 
3 6 < 0.1%
 
4 16 < 0.1%
 
5 81 < 0.1%
 
6 85 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 2 < 0.1%
 
95 14 < 0.1%
 
94 36 < 0.1%
 
93 31 < 0.1%
 
92 59 < 0.1%
 

potential
Numeric

Distinct count57
Unique (%)< 0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean73.46035317
Minimum39
Maximum97
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum39
5-th percentile63
Q169
Median74
Q378
95-th percentile84
Maximum97
Range58
Interquartile range9

Descriptive statistics

Standard deviation6.592270702
Coef of variation0.0897391643
Kurtosis-0.1789343312
Mean73.46035317
MAD5.324099485
Skewness-0.03883902377
Sum13453676
Variance43.45803301
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
75 11270 6.1%
 
74 11140 6.1%
 
76 10794 5.9%
 
72 10287 5.6%
 
73 10128 5.5%
 
70 9459 5.1%
 
78 9360 5.1%
 
77 8947 4.9%
 
71 8765 4.8%
 
69 8506 4.6%
 
Other values (46) 84486 45.9%
 

Minimum 5 values

ValueCountFrequency (%) 
39 2 < 0.1%
 
42 2 < 0.1%
 
44 4 < 0.1%
 
45 7 < 0.1%
 
46 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
97 6 < 0.1%
 
96 3 < 0.1%
 
95 15 < 0.1%
 
94 22 < 0.1%
 
93 44 < 0.1%
 

preferred_foot
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.5%
Missing (n)836
right
138409
left
44733
(Missing)
 
836
ValueCountFrequency (%) 
right 138409 75.2%
 
left 44733 24.3%
 
(Missing) 836 0.5%
 
Max length5
Mean length4.752312777
Min length4
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

reactions
Numeric

Distinct count79
Unique (%)< 0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean66.10370641
Minimum17
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum17
5-th percentile50
Q161
Median67
Q372
95-th percentile80
Maximum96
Range79
Interquartile range11

Descriptive statistics

Standard deviation9.15540823
Coef of variation0.1385006791
Kurtosis0.7019598101
Mean66.10370641
MAD7.159545229
Skewness-0.4985688252
Sum12106365
Variance83.82149985
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
68 8995 4.9%
 
66 8440 4.6%
 
70 8431 4.6%
 
67 8347 4.5%
 
64 8283 4.5%
 
69 7937 4.3%
 
65 7923 4.3%
 
72 7562 4.1%
 
71 7389 4.0%
 
74 7151 3.9%
 
Other values (68) 102684 55.8%
 

Minimum 5 values

ValueCountFrequency (%) 
17 1 < 0.1%
 
20 10 < 0.1%
 
21 5 < 0.1%
 
22 25 < 0.1%
 
23 13 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 10 < 0.1%
 
95 9 < 0.1%
 
94 18 < 0.1%
 
93 14 < 0.1%
 
92 29 < 0.1%
 

short_passing
Numeric

Distinct count96
Unique (%)0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean62.42967206
Minimum3
Maximum97
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum3
5-th percentile29
Q157
Median65
Q372
95-th percentile80
Maximum97
Range94
Interquartile range15

Descriptive statistics

Standard deviation14.19406791
Coef of variation0.2273609238
Kurtosis1.458271055
Mean62.42967206
MAD10.4514648
Skewness-1.198995199
Sum11433495
Variance201.4715639
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
65 7792 4.2%
 
64 7717 4.2%
 
68 7531 4.1%
 
66 7402 4.0%
 
67 7355 4.0%
 
62 6518 3.5%
 
72 6332 3.4%
 
74 6318 3.4%
 
63 6304 3.4%
 
69 6284 3.4%
 
Other values (85) 113589 61.7%
 

Minimum 5 values

ValueCountFrequency (%) 
3 3 < 0.1%
 
4 2 < 0.1%
 
5 4 < 0.1%
 
6 2 < 0.1%
 
7 4 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
97 9 < 0.1%
 
96 8 < 0.1%
 
95 27 < 0.1%
 
94 19 < 0.1%
 
93 39 < 0.1%
 

shot_power
Numeric

Distinct count97
Unique (%)0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean61.80842734
Minimum2
Maximum97
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2
5-th percentile25
Q154
Median65
Q373
95-th percentile82
Maximum97
Range95
Interquartile range19

Descriptive statistics

Standard deviation16.13514328
Coef of variation0.2610508628
Kurtosis0.41196193
Mean61.80842734
MAD12.60644255
Skewness-0.9482852099
Sum11319719
Variance260.3428488
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
68 6720 3.7%
 
72 6504 3.5%
 
74 5957 3.2%
 
70 5940 3.2%
 
71 5929 3.2%
 
65 5796 3.2%
 
67 5648 3.1%
 
75 5510 3.0%
 
69 5480 3.0%
 
73 5400 2.9%
 
Other values (86) 124258 67.5%
 

Minimum 5 values

ValueCountFrequency (%) 
2 2 < 0.1%
 
3 8 < 0.1%
 
4 2 < 0.1%
 
5 5 < 0.1%
 
6 21 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
97 1 < 0.1%
 
96 14 < 0.1%
 
95 25 < 0.1%
 
94 45 < 0.1%
 
93 43 < 0.1%
 

sliding_tackle
Highly correlated

This variable is highly correlated with marking and should be ignored for analysis

Correlation0.9375341228

sprint_speed
Highly correlated

This variable is highly correlated with acceleration and should be ignored for analysis

Correlation0.9044869031

stamina
Numeric

Distinct count85
Unique (%)< 0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean67.03854386
Minimum10
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum10
5-th percentile40
Q161
Median69
Q376
95-th percentile85
Maximum96
Range86
Interquartile range15

Descriptive statistics

Standard deviation13.16526192
Coef of variation0.1963834708
Kurtosis1.069901798
Mean67.03854386
MAD9.968009885
Skewness-0.922186077
Sum12277573
Variance173.3241214
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
68 7845 4.3%
 
72 7341 4.0%
 
70 7265 3.9%
 
74 7141 3.9%
 
69 6916 3.8%
 
75 6644 3.6%
 
73 6271 3.4%
 
71 6150 3.3%
 
67 5986 3.3%
 
65 5807 3.2%
 
Other values (74) 115776 62.9%
 

Minimum 5 values

ValueCountFrequency (%) 
10 1 < 0.1%
 
14 9 < 0.1%
 
15 1 < 0.1%
 
16 32 < 0.1%
 
17 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 4 < 0.1%
 
95 41 < 0.1%
 
94 203 0.1%
 
93 345 0.2%
 
92 660 0.4%
 

standing_tackle
Highly correlated

This variable is highly correlated with sliding_tackle and should be ignored for analysis

Correlation0.953103677

strength
Numeric

Distinct count83
Unique (%)< 0.1%
Missing (%)0.5%
Missing (n)836
Infinite (%)0.0%
Infinite (n)0
Mean67.42452851
Minimum10
Maximum96
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum10
5-th percentile44
Q160
Median69
Q376
95-th percentile85
Maximum96
Range86
Interquartile range16

Descriptive statistics

Standard deviation12.07227981
Coef of variation0.1790487836
Kurtosis0.555498267
Mean67.42452851
MAD9.427515242
Skewness-0.6425014688
Sum12348263
Variance145.7399399
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
68 7426 4.0%
 
74 7190 3.9%
 
72 6805 3.7%
 
70 6684 3.6%
 
75 6610 3.6%
 
69 6241 3.4%
 
67 6186 3.4%
 
76 6075 3.3%
 
73 6046 3.3%
 
78 5994 3.3%
 
Other values (72) 117885 64.1%
 

Minimum 5 values

ValueCountFrequency (%) 
10 1 < 0.1%
 
12 2 < 0.1%
 
13 1 < 0.1%
 
16 1 < 0.1%
 
18 7 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
96 11 < 0.1%
 
95 61 < 0.1%
 
94 152 0.1%
 
93 389 0.2%
 
92 634 0.3%
 

vision
Numeric

Distinct count98
Unique (%)0.1%
Missing (%)1.5%
Missing (n)2713
Infinite (%)0.0%
Infinite (n)0
Mean57.87354978
Minimum1
Maximum97
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile27
Q149
Median60
Q369
95-th percentile79
Maximum97
Range96
Interquartile range20

Descriptive statistics

Standard deviation15.14408587
Coef of variation0.2616754274
Kurtosis0.09608343028
Mean57.87354978
MAD12.03107967
Skewness-0.6506969114
Sum10490449
Variance229.343337
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
68 5940 3.2%
 
64 5671 3.1%
 
65 5578 3.0%
 
58 5423 2.9%
 
59 5351 2.9%
 
62 5323 2.9%
 
66 5322 2.9%
 
70 5238 2.8%
 
67 5092 2.8%
 
60 5087 2.8%
 
Other values (87) 127240 69.2%
 

Minimum 5 values

ValueCountFrequency (%) 
1 3 < 0.1%
 
2 5 < 0.1%
 
3 10 < 0.1%
 
4 13 < 0.1%
 
5 43 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
97 7 < 0.1%
 
96 12 < 0.1%
 
95 2 < 0.1%
 
94 52 < 0.1%
 
93 62 < 0.1%
 

volleys
Numeric

Distinct count94
Unique (%)0.1%
Missing (%)1.5%
Missing (n)2713
Infinite (%)0.0%
Infinite (n)0
Mean49.46843572
Minimum1
Maximum93
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile16
Q135
Median52
Q364
95-th percentile75
Maximum93
Range92
Interquartile range29

Descriptive statistics

Standard deviation18.25661847
Coef of variation0.3690559082
Kurtosis-0.7267787465
Mean49.46843572
MAD15.30650142
Skewness-0.3466067701
Sum8966896
Variance333.3041181
Memory size1.4 MiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
25 7239 3.9%
 
59 4722 2.6%
 
58 4387 2.4%
 
60 4331 2.4%
 
64 4239 2.3%
 
56 4198 2.3%
 
63 4144 2.3%
 
68 4034 2.2%
 
57 3917 2.1%
 
66 3804 2.1%
 
Other values (83) 136250 74.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 4 < 0.1%
 
2 29 < 0.1%
 
3 34 < 0.1%
 
4 53 < 0.1%
 
5 70 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
93 6 < 0.1%
 
92 20 < 0.1%
 
91 60 < 0.1%
 
90 67 < 0.1%
 
89 88 < 0.1%
 

Correlations

Missing values

Sample

First rows

accelerationaggressionagilityattacking_work_ratebalanceball_controlcrossingcurvedatedefensive_work_ratedribblingfinishingfree_kick_accuracygk_divinggk_handlinggk_kickinggk_positioninggk_reflexesheading_accuracyidinterceptionsjumpinglong_passinglong_shotsmarkingoverall_ratingpenaltiesplayer_api_idplayer_fifa_api_idpositioningpotentialpreferred_footreactionsshort_passingshot_powersliding_tacklesprint_speedstaminastanding_tacklestrengthvisionvolleys
060.071.059.0medium65.049.049.045.02016-02-18 00:00:00medium51.044.039.06.011.010.08.08.071.0170.058.064.035.065.067.048.050594221835345.071.0right47.061.055.069.064.054.069.076.054.044.0
160.071.059.0medium65.049.049.045.02015-11-19 00:00:00medium51.044.039.06.011.010.08.08.071.0270.058.064.035.065.067.048.050594221835345.071.0right47.061.055.069.064.054.069.076.054.044.0
260.063.059.0medium65.049.049.045.02015-09-21 00:00:00medium51.044.039.06.011.010.08.08.071.0341.058.064.035.065.062.048.050594221835345.066.0right47.061.055.069.064.054.066.076.054.044.0
360.062.059.0medium65.048.048.044.02015-03-20 00:00:00medium50.043.038.05.010.09.07.07.070.0440.058.063.034.062.061.047.050594221835344.065.0right46.060.054.066.064.054.063.076.053.043.0
460.062.059.0medium65.048.048.044.02007-02-22 00:00:00medium50.043.038.05.010.09.07.07.070.0540.058.063.034.062.061.047.050594221835344.065.0right46.060.054.066.064.054.063.076.053.043.0
579.068.078.0high90.071.080.070.02016-04-21 00:00:00medium73.053.069.014.07.09.09.012.058.0667.085.068.062.076.074.059.015578218961560.076.0left67.071.071.078.078.079.075.056.066.040.0
679.068.078.0high90.071.080.070.02016-04-07 00:00:00medium73.053.069.014.07.09.09.012.058.0767.085.068.060.076.074.059.015578218961560.076.0left67.071.071.078.078.079.075.056.066.032.0
779.067.078.0high90.070.079.068.02016-01-07 00:00:00medium71.052.069.014.07.09.09.012.057.0866.084.068.059.076.073.059.015578218961558.075.0left67.070.071.078.078.079.075.056.065.029.0
879.067.078.0high90.070.079.068.02015-12-24 00:00:00medium71.051.069.014.07.09.09.012.057.0966.084.068.058.076.073.059.015578218961558.075.0left67.070.071.078.078.079.075.056.065.029.0
979.067.078.0high90.070.079.068.02015-12-17 00:00:00medium71.051.069.014.07.09.09.012.057.01066.084.068.058.076.073.059.015578218961558.075.0left67.070.071.078.078.079.075.056.065.029.0

Last rows

accelerationaggressionagilityattacking_work_ratebalanceball_controlcrossingcurvedatedefensive_work_ratedribblingfinishingfree_kick_accuracygk_divinggk_handlinggk_kickinggk_positioninggk_reflexesheading_accuracyidinterceptionsjumpinglong_passinglong_shotsmarkingoverall_ratingpenaltiesplayer_api_idplayer_fifa_api_idpositioningpotentialpreferred_footreactionsshort_passingshot_powersliding_tacklesprint_speedstaminastanding_tacklestrengthvisionvolleys
18396859.051.081.0medium70.080.077.084.02012-08-31 00:00:00low78.070.078.09.013.08.015.05.059.018396932.058.081.079.022.078.078.03990210235974.078.0right70.080.076.030.063.050.031.062.082.077.0
18396959.051.081.0medium70.082.080.086.02012-02-22 00:00:00low80.072.078.09.013.08.015.05.059.018397032.058.081.081.022.081.078.03990210235977.081.0right74.086.078.030.063.050.031.062.087.077.0
18397060.051.081.0medium70.082.080.086.02011-08-30 00:00:00low80.072.078.09.013.08.015.05.059.018397132.058.081.081.022.081.078.03990210235977.081.0right74.086.078.030.063.050.031.062.087.077.0
18397165.056.077.0medium73.084.081.088.02011-02-22 00:00:00low80.078.078.09.013.08.015.05.059.018397232.058.082.083.022.081.073.03990210235984.085.0right83.085.078.030.069.071.031.070.087.077.0
18397265.056.077.0medium73.085.084.086.02010-08-30 00:00:00low84.078.078.09.013.08.015.05.059.018397332.058.084.083.022.083.073.03990210235984.085.0right86.087.078.030.069.071.031.070.088.077.0
18397366.056.077.0medium73.085.084.086.02009-08-30 00:00:00low84.077.078.09.020.084.020.020.059.018397478.058.084.081.022.083.083.03990210235986.085.0right86.089.076.030.072.072.031.067.088.077.0
18397466.061.077.0medium73.086.074.086.02009-02-22 00:00:00low85.076.074.09.020.073.020.020.053.018397564.058.073.073.032.078.070.03990210235972.080.0right74.084.075.030.067.066.031.065.088.077.0
18397566.067.077.0medium73.086.074.086.02008-08-30 00:00:00low85.071.074.09.020.073.020.020.053.018397664.058.073.073.032.077.070.03990210235972.080.0right74.084.075.030.067.066.031.065.088.077.0
18397661.063.077.0medium73.091.074.086.02007-08-30 00:00:00low87.064.073.09.020.073.020.020.057.018397763.058.073.078.028.078.053.03990210235968.081.0right69.086.072.030.060.067.032.059.088.077.0
18397758.063.077.0medium73.091.074.086.02007-02-22 00:00:00low87.068.053.09.09.078.07.015.057.018397863.058.078.078.038.080.053.03990210235968.081.0right66.088.072.030.064.067.032.059.088.077.0